Context-based object retrieval in a social networking system

ABSTRACT

Embodiments improve the ability of users of a social networking system to search for information that is likely to be relevant to them by learning and/or applying a search context associated with selector components used to search for objects of the social networking system. The search context is specific to the use of an individual selector and thus need not be as general as the context of an entire page or set of pages in which selectors can be embedded. The social networking system may learn the context of a selector by monitoring user selections from prior search results performed using the selector.

CROSS REFERENCE TO RELATED APPLICATIONS

This application is a continuation of U.S. patent application Ser. No.13/553,760, filed on Jul. 19, 2012, which is incorporated herein byreference.

BACKGROUND

The present invention generally relates to the field of computer datastorage and retrieval, and more specifically, to performing searches forobjects within a social networking system.

Modern computing systems store vast amounts of data, and as aconsequence it has become increasingly important to provide users witheffective ways to locate information that is relevant to theirinterests. One area in which a large amount of information is involvedis social networking. Social networking systems allow users to designateother users as friends (or otherwise connect to or form relationshipswith other users), contribute and interact with media items, useapplications, join groups, list and confirm attendance at events, createpages, and perform other tasks that facilitate social interaction. Sinceeach of these tasks may involve various data objects, social networkingsystems are good examples of the demand for systems that help userslocate relevant information from within a large set of informationtracked or otherwise used by the system.

Searches for information on a social networking system sometimes takeplace within a particular context. For example, users might specify somesearches from within a data search area located on a page aboutrestaurants. Although it might be helpful to customize a search toresult in, or emphasize, objects particularly relevant to the context(e.g., restaurants), the search functionality currently available onsocial networking systems typically does not include a way to determinewhat the search context is, nor to take that search context into accountwhen performing a search. This makes locating information of particularrelevance to a given search more challenging.

SUMMARY

Embodiments of the invention improve the ability of users of a socialnetworking system to search for information that is likely to berelevant to them by learning and/or applying a search context associatedwith selector components used to search for objects of the socialnetworking system. The search context is specific to the use of anindividual selector and thus need not be as general as the context of anentire page or set of pages in which selectors can be embedded. Thus,for example, one search on a particular restaurant-related page may bespecified using a first selector embedded within a data search areaassociated with the menu of the restaurant (e.g., titled “Search ourmenu”), and a different search on the same page may be specified using asecond selector within the data search area associated with particularevents that will be taking place at that restaurant (e.g., titled“Search upcoming events”).

In one embodiment, the social networking system learns the context of aselector by monitoring user selections from prior search resultsperformed using the selector. For example, if users used a newly-addedselector to search for objects and in the majority of cases resulted inthe user selecting an object having a particular type, then that typecould be associated with the selector as being the primary type in theselector context.

The context of a selector—whether learned automatically by the socialnetworking system, set manually by a user, or some combinationthereof—can be applied in various ways to control the objects that aredisplayed to users as search results, and to control the manner in whichthe objects are displayed. For example, in one embodiment, objectswithout types that match the selector are filtered out of search resultsproduced by that selector. In one embodiment, objects in the searchresults produced by a selector are ranked based upon whether, or to whatdegree, the types of the objects match those of the selector context.

BRIEF DESCRIPTION OF DRAWINGS

FIGS. 1A and 1B provide examples of the use of selectors in differentcontexts.

FIG. 2 is a high-level block diagram of a computing environment,according to one embodiment.

FIG. 3 depicts an example of a hierarchy for categorizing pages andother objects of a social networking system, according to oneembodiment.

FIG. 4 is a flowchart depicting the operations performed when learningthe type(s) associated with a given selector, according to oneembodiment.

FIG. 5 is a flowchart depicting the operations performed by a selectorin response to a search for objects, according to one embodiment.

FIG. 6 illustrates a sample page administrator user interface for afictional bookstore.

The figures depict embodiments of the present invention for purposes ofillustration only. One skilled in the art will readily recognize fromthe following description that alternative embodiments of the structuresand methods illustrated herein may be employed without departing fromthe principles of the invention described herein.

DETAILED DESCRIPTION

Example User Interfaces

FIGS. 1A and 1B are screen shots providing examples of “selectors,” userinterface elements of a social networking system that allow users tosearch for and locate objects of the social networking system that areparticularly relevant to the context in which the search takes place.For example, FIG. 1A depicts a portion of a web-based user interface 101for a toy store. The user interface 101 includes a selector 105,implemented as a text entry area, into which a user has entered thecharacters “ra”, the first two characters of a (presumably longer) queryfor items within the stock of the toy store. In response to the entry ofthe characters in the selector 105, the social networking system hasprovided a corresponding set of search results 110, each item of whichmatches the entered characters. (Specifically, each of the objects inthe search results 110 has a name with a word for which the enteredcharacters are a prefix. For example, the entered characters “ra” are aprefix to the words “Razor,” “Ray,” “race,” “Randomized,” and “Ray,” inthe search results 110.) The use of the selector 105 to retrieve objectsof the social networking system allows the toy store web page to quicklyprovide suggestions to users about what they are searching for, eventhough the user has only typed a few characters, which is a great userconvenience.

Note that the selector 105 exists within the context of a page for a toystore, and more specifically, corresponds to a search of the stock ofthe toy store. In contrast, the social networking system may includedata on an enormous number of distinct objects (e.g., millions orbillions) of widely varying types (e.g., people, places, events, orthings), not all of which will be relevant to the search. Thus, it wouldbe particularly beneficial to a user to emphasize the objects that arerelevant to the search context, rather than merely selecting objectsbased purely on the characters entered into the selector 105.

Accordingly, the search results 110 of the selector 105 emphasizeobjects corresponding to products, such as the razor scooters, ray guns,car race tracks, and games corresponding to objects 110A-D. The searchresults 110 also include a web page for a person—a fictitious celebritynamed “Ray Allend”—having a name matching the entered characters, andincluded due to the celebrity's immense popularity. However, the page isgiven a lower rank in the search results than the products because it isnot of the expected type (i.e., it is a page rather than a product), andhence the inclusion of the page in the search results does not distractthe user from what he or she was likely looking for (i.e., products).

FIG. 1B is a screen shot illustrating the use of a selector in adifferent context. Specifically, FIG. 1B depicts a web-based userinterface 151 for a commercial web site selling autographs ofcelebrities. Thus, whereas users of the toy store of FIG. 1A would tendto search for products (e.g., toys) using the selector 105, users of theautograph website of FIG. 1B would instead tend to search for people(i.e., the celebrities in whose autographs the users are interested).Thus, the objects of interest in FIG. 1B would typically be people, orweb pages dedicated to those people.

Accordingly, although the same characters (i.e., “ra”) are entered intothe selector 155 of FIG. 1B, they produce a different set of searchresults than in FIG. 1A. Specifically, the results 160 include three webpages dedicated to people having names matching the entered characters(namely, “Ray Allend,” “Ramon Jones,” and “Alice Rafferty”), followed bya video game with a name matching the entered characters (“Daytona Racer2012”) and included due to its large global popularity.

Now that examples of selectors have been provided, system architecturesand techniques for implementing the selectors are discussed below.

System Architecture

FIG. 2 is a high-level block diagram of a computing environmentaccording to one embodiment. FIG. 2 illustrates a social networkingsystem 200, a client device 280, and a third party website 290 connectedby a network 270. A user of the client device 280 interacts with thesocial networking system 200 via an application such as a web browser,performing operations such as browsing content, posting messages,performing queries for people or other content of interest, and thelike. The user can also use the client device 280 to interact with thethird party website 290. Additionally, the third party website 290 canalso interact with the social networking system 200 to obtain or todisplay data of the social networking system, either directly orindirectly.

The social networking system 200 comprises a number of components usedto store information on objects represented in or by the socialnetworking environment, and on the relationships of the objects. Thesocial networking system 200 additionally comprises components to enableclients of the system—such as a human user of the client device 280interactively using the system, or a component of the third partywebsite 290 requesting information using an externalization module 250(described further below)—to query the system for information ofinterest.

More specifically, the social networking system 200 comprises an objectstore 210 that stores information on various objects tracked by thesocial networking system 200. These objects may represent a variety ofthings with which a user may interact in the social networking system200, including, without limitation, other users 211 of the socialnetworking system (represented, e.g., as a profile object for the user),applications 212 (e.g., a game playable within the social networkingsystem), events 213 (e.g., a concert that users may attend), groups 214to which users may belong, pages 215 (e.g., pages constituting aparticular person or organization's presence on the system, such aspages about the fictitious celebrity “Ray Allend,” or pages aboutdifferent aspects of a restaurant), fields 225 (discrete units ofsemantically-meaningful information on a page, such as the hours ofoperation or the telephone number listed on a business page), items ofmedia 216 (e.g., pictures, videos, audio, text, or any other type ofmedia content), locations 217 associated with a user (e.g., “San Jose,Calif., USA”), and concepts 218 or other terms (e.g., an objectcorresponding to the concept “Victorian literature,” or to the product“Razor scooter”). In one embodiment, the object store 210 also storesobject selectors 219, which are objects used to query, display, andselect other objects in the object store 210, as described further belowwith respect to FIG. 4. The object store 210 may further store objectsrepresenting other data routinely produced by users of the socialnetworking system 200, such as inbox messages, status updates, comments,notes, and postings. An object in the object store 210 may represent anentity existing within the social networking system (e.g., anapplication 212 available on the social networking system), a virtualentity that exists outside the domain of the social networking system(e.g., a website), or a real-world entity (e.g., a person, a sportsteam, or a retail store).

The object store 210 may store all of the objects existing within thesocial networking system 200, such as the code of an application 212, orthe image data associated with an image media item 216. Alternatively,for virtual entities existing outside of the social networking system200, the object store 210 may contain some form of pointer or referenceto the entities, such as the uniform resource locator (URL) of anexternal media item 216. Additionally, the object store 210 may alsostore metadata associated with the objects, such as a name describingthe object (e.g. “Ray Allend” for a person, “Birthday Reminder” for anapplication, or “Penguin Fanciers” for a group), an image representingthe object (e.g., a user profile picture), or one or more tags assignedto the object by users (e.g. the textual strings “game”, “crime”, and“strategy” for a strategy game application). Different types of objectsmay have different types of metadata, such as a set of associated users211 for a group 214, a media type (e.g., “video”) for a media itemobject 216, and a unique user ID and name tokens (e.g., separate firstand last names “Ray” and “Allend”) for a user object 211.

In one embodiment, the object store 210 associates an object type witheach object. The types may be a single atomic type, or they may becompound types describing a hierarchy of related types or sub-types. Forexample, a user object 211 (for which no further qualifications areneeded) might have the type “User,” whereas a page object 215representing a Japanese restaurant might have the type“Page.Business.Restaurant.Japanese,” representing that the object is apage, and more specifically, a page representing a business, and yetmore specifically a restaurant business, and still more specifically aJapanese restaurant business.

In one embodiment, the social networking system 200 captures therelationship of various types of objects in a type graph 221 that can beused to categorize pages 215 or other types of objects, fields 225within individual pages 215, and the like. FIG. 3 depicts one example ofsuch a hierarchy for the type graph 221. In the example, “Object” is theuniversally-applicable type from which all others derive, and “Page” 302(the type of page objects 215) and “Concept” 304 (the type of conceptobjects 218) are two of the types of objects in the object store 210. Inturn, “Business” 305, “Arts,” and “Sports” are broad top-level types218, and the type “Business” has sub-types “Restaurant” and “Bookstore”(two examples of commercial entities), and “Restaurant” still furtherhas sub-types “Japanese” and “Italian” (representing different types ofcuisine in which restaurants can specialize). Similarly, the “Concept”type in turn has a sub-type “Product” (representing items for sale), and“Product” in turn has its own sub-type “Toy” (representing a particulartype of item for sale). Thus, the hierarchy relates different types asgeneralizations or specializations of other types.

In one embodiment, each type applicable to a page 215 in the type graph221—e.g., the Page type 302 of FIG. 3, and its various sub-types—canhave associated field types 303 that specify properties that the pagetype has, or may have. In the example of FIG. 3, for instance, the“Business” page type 305 has associated field types “Map,” “Hours,” and“Telephone” 306, which respectively represent a map of the businesslocation, the times of day that the business is open to customers andthe telephone number at which the business can be reached. Further, the“Restaurant” page type 307 has the associated field type “Menu,” whichrepresents a set of food items that a given restaurant serves. In oneembodiment, the field types 303 themselves are implemented as concepts304. In one embodiment, “child” types inherit the fields of their“ancestor” types, such as the “Restaurant” page type 307 also having theMap, Hours, and Telephone fields of the “Business” parent type.

In one embodiment, the hierarchy is manually created by the operators ofthe social networking system 200. In other embodiments, the hierarchy isgenerated dynamically, either partially or entirely. For example, thediscussion of FIG. 6, below, includes a description of the dynamicassociation of fields 225 with other types in the type graph 221.

It is appreciated that the hierarchy of FIG. 3 is purely for purposes ofexample, and that in practice a type hierarchy could have any number oftypes and/or fields, arranged in any manner.

Returning again to FIG. 2, in one embodiment the social networkingsystem 200 further comprises a graph information store 220 thatrepresents the objects of the object store 210 as nodes that are linkedtogether in a “social graph.” The graph information store 220 thuscomprises information about the relationships between or among theobjects, represented as the edges connecting the various object nodes.Various examples of edges in the social graph include: an edge betweentwo user objects 211 representing that the users have a relationship inthe social networking system (e.g., are friends, or have communicated,viewed the other's profile, or interacted in some way), an edge betweena user object 211 and an application object 212 representing that theuser has used the application, and an edge between a user object 211 anda group object 214 representing that the user belongs to the group, andan edge between a user object 211 and a page object 215 representingthat the user has viewed the page.

For example, if one user 211 establishes a relationship with anotheruser in the social networking system, the two users are each representedas a node, and the edge between them represents the establishedrelationship; the two users are then said to be connected in the socialnetwork system. Continuing this example, one of these users may send amessage to the other user within the social networking system. This actof sending the message is another edge between those two nodes, whichcan be stored and/or tracked by the social networking system. Themessage itself may be treated as a node. In another example, one usermay tag another user in an image that is maintained by the socialnetworking system. This tagging action may create edges between theusers as well as an edge between each of the users and the image, whichis also a node. In yet another example, if a user confirms attending anevent, the user and the event are nodes, where the indication of whetheror not the user will attend the event is the edge. Using a social graph,therefore, a social networking system may keep track of many differenttypes of objects and edges (the interactions and connections among thoseobjects), thereby maintaining an extremely rich store of sociallyrelevant information.

In one embodiment, edges in the graph information store 220 haveassociated metadata, such as a label describing the type of relationship(e.g., “friend” as the label between two user objects), and/or a valuequantifying the strength of the relationship. Further, a relationshipdegree, or “distance,” between any two objects can be ascertained bydetermining the number of edges on the shortest path between theobjects. For example, two user objects that have an edge between them(e.g., denoting a friendship relationship) have a relationship degree(or “distance”) of one and are considered first-order connections.Similarly, if a user object A is a first-order connection of user objectB but not of user object C, and B is a first-order connection of C, thenobjects A and C have a relationship degree of two, indicating that C isa second-order connection of A (and vice-versa).

Pages 215 may also be associated with corresponding specific types, suchas a page dedicated to a particular restaurant business specializing inJapanese cuisine being associated with the specific type“Object.Page.Business.Restaurant.Japanese,” as depicted in FIG. 3. Thus,in one embodiment the graph information store 220 includes a set ofpage-type associations 222, each association relating a particular page215 to a corresponding type.

In one embodiment, the page-type associations 222 are specified manuallyby the creators of the pages. In one such embodiment, at the time ofpage creation the social networking system 200 provides the creator of apage 215 with the opportunity to specify a concept 218 that the pagerepresents, and the page-type associations 222 are updated accordingly.In one embodiment, the social networking system 200 presents the creatorof the page with a series of choices corresponding to type/sub-typerelationships embodied by the type graph 221. Referring to the exampleof FIG. 3, the social networking system 200 might first present a pagecreator creating a page about a Japanese restaurant with a choice ofwhether the page is about business, arts, or sports. In response to theanswer “business,” the social networking system 200 would then presentthe creator with the choice of whether the page is more specificallyabout a restaurant or a bookstore, and so forth, until the final type“Japanese” is arrived at. (In one embodiment, the type is represented asthe entire “path” of types and sub-types, such asObject→Page→Business→Restaurant→Japanese.)

Selectors 219 may be embedded in any number of different types of pages215, each page potentially representing a different context.Additionally, different selectors may be embedded within the same page,such as one selector on a restaurant page for selecting food items onthe menu, and one for selecting the different songs typically played bythe restaurant. To track the different contexts of the differentselectors, in one embodiment the graph information 220 additionallycomprises selector-type associations 223 that specify associationsbetween particular selectors 219 and a set of one or more correspondingtypes that acts as a context that influences selector output. Forexample, referring back to FIG. 1A, the selector 105 might be associatedwith a context that includes the “Product” type of FIG. 3, or its morespecific “Toy” sub-type, given that the purpose of the selector 105 isto select names of objects relevant to toys to be purchased. Incontrast, the selector 155 of FIG. 1B might be associated with the“User” or “Page” types of FIG. 3, given that its purpose is to selectnames of celebrities (e.g., users 211 of the social networking system200, or pages 215 devoted to the celebrities).

Selector Implementation

The selector-type associations 223 may be determined in different waysin different embodiments. For example, in one embodiment page creatorsmanually specify one or more associated types for each selector 219 thatthey add to their pages 215, e.g., by answering a series of questionsbased on the type graph 221. (For example, a type for the selector 215could be obtained by a series of questions such as “Do your users wishto find other users, pages, fields, or concepts?”; “Does the conceptrelate to products or literature?”; “Is the product a toy or hardware?”)

In many instances, it is appropriate for a page creator to manuallyspecify the type(s) associated with a selector. In other cases, however,the page creator may not wish to take the time to specify the associatedtypes, or the page creator may not know ahead of time which types ofobjects the selector will typically be used to select. Thus, in anotherembodiment the social networking system 200 comprises a selector contextlearning module 260 that learns the selector context—that is, one ormore types of particular relevance to a given selector based on previoususer selections using the selector. In this embodiment, the page creatormay add a particular selector to a page 215 without any manuallyspecified context. As a result, when users use the selector to selectobjects, the selector initially does not adjust the search results basedon the context. However, the selector context learning module 260monitors the types of the objects selected from the selector result setand determines the types that should be associated with the selectorbased on counts of the different selected types.

FIG. 4 is a flowchart depicting the operations that the selector contextlearning module 260 performs when learning the type(s) associated with agiven selector 219, according to one embodiment. Initially, there is nocontext—that is, no object types—associated with the selector. Theselector 219 receives 410 input, such as the typed characters “ra” inFIG. 1A. The selector 219 then identifies 420 a result set consisting ofobjects matching the received input, such as all objects (or some subsetthereof) having a name with at least one word beginning with the typedcharacters. Alternatively, the object names need not begin with thetyped characters, but may have the typed characters anywhere within theobject names; e.g., “ra” would also match “Grape” as well as “Ray”.

When identifying 420 and/or modifying the result set, the selector 219may optionally also take into account information in the socialnetworking system 200 about the user providing the query input that canbe used to determine an estimated degree of the user for the variousobjects in the result set. This user information may include connectionsof the user in the graph information store 220, such as other users 211with whom the user has a friend relationship either directly orindirectly, media items 216 that the user has viewed, a geographic orgraph distance between the user and an object in the result set, and thelike. For example, referring back to FIG. 1B, the web page for theperson “Ramon Jones” 160B could be omitted from the results 160 ifneither the user entering the query nor his connections (e.g., friends)with a relationship degree of 2 or less has ever interacted with thepage 160B, expressed an interest in a concept 218 represented by thepage, or the like. The user information may also include actions thatthe user has performed on the social networking system 200, such asvoting in polls, specifying data in the user's profile, viewing aparticular page, and the like. (In some embodiments, an action of a user211 with respect to another object in the object store 210 of the socialnetworking system 200 may be represented as a connection in the graphinformation 220, such as a connection between a user 211 and a page 215representing that the user viewed the page.)

The objects in the result set can be ranked in any number of ways, e.g.,according to factors such as object global popularity across all users,distance from the searching user to the object in the object graph ofthe graph information store 220, and the like.

The selector 219 then receives 430 a user selection of one of theobjects in the result set, and determines 440 the type associated withthat selected object (e.g., by examining a type attribute associatedwith the object).

Operations 410-440 may occur a number of times, until the contextlearning module 260 has obtained enough data to identify an associatedtype for the selector. For example, in one embodiment, the selectorcontext learning module 260 identifies, as the primary associated typefor a selector, any type for which associated objects are selected usingthe selector over 50% of the time, and at least 3 times in total; a typeis identified as a secondary type of it is selected using the selectorover 25% of the time, and at least 2 times in total. Once the contextlearning module 260 has enough data to identify one or more associatedtypes, it associates the type(s) with the selector 219 via theselector-type associations 223.

In one embodiment, the selector context learning module 260 considersall selections of objects, by any user, thus determining the selectorcontext from aggregate user behavior. In other embodiments, the selectorcontext learning module 260 instead personalizes the selector contextfor each user by taking into account only the selections of that userfor that selector. For example, assume that “Video game” and “Scooter”are both sub-types of a general “Toy” type of FIG. 3. Further assumethat a particular selector is associated with type “Toy”, and aparticular user usually selects toys of type “Video game,” specifically,from search results in the selector, but that may not be the case formost users of that selector. In such a case, the selector contextlearning module 260 might associate the type of that selector to “Videogame” for that particular user, but not for all users. Thus, when thatparticular user enters queries into that selector, they will be biasedto display video games—which is presumably the preferred toy of thatuser—thereby presenting the user with more relevant results.

As a concrete example of the operations of FIG. 4, referring back toFIG. 1A, assume that the selector 105 used to search the toy store'sinventory were added to the page without any initial associated context.If the selector 105 receives 410 the characters “ra” due to userkeystrokes in the selector text area, the selector would then identify420 a result set of objects with names containing words beginning with“ra,” without regard to the types of the objects. For example, theresult 110E corresponding to the person “Ray Allend” might be rankedfirst due its corresponding popularity, even though it does notcorrespond to an object of type “Toy,” or even of type Product.Similarly, the result set might include an object named “Rat” of type“Animal” and an object named “RATATOUILLE” of type “Movie,” even thoughthese objects are not of type “Toy.” However, if the first three uses ofthe selector resulted in the selector 105 receiving 430 selections ofobjects that were all of type “Toy,” the selector context learningmodule 260 might determine 440 that the selector context includes thetype “Toy” and associate 450 “Toy” as the primary context type of theselector. After this, the result sets obtained from that selector wouldbe biased towards type “Toy,” e.g., by ranking objects of type “Toy”more highly in the result set, as illustrated in the result set of FIG.1A. Thus, for example, a subsequent query for the characters “ra” might(as in FIG. 1A) result in the toy objects “Razor scooter,” “Ray gun,”“Car race track,” and “Randomized game” (as well as the non-toy, butglobally-popular, page for the person “Ray Allend”), and a query for thecharacters “ro” might result in the toy objects “Rocket” and “Robot.”

In one embodiment, the selector context learning module 260 employs ahybrid approach, assigning an initial context for a selector butchanging the context subject to subsequent user selections indicatingthat the initial assignment was inaccurate. For example, the pagecreator of the autograph business of FIG. 1B might set the primary typefor the selector 155 to “User” (a user of the social networking system200), whereas the users far more often select objects of type “Page,”corresponding to pages 215 dedicated to the celebrities in question (whomay or may not be users of the social networking system). In such acase, the selector context learning module 260 would alter the primaryassociated type from “User” to “Page” after receiving a number of userselections of type “Page” from the selector result sets. As anotherexample, the selector context learning module 260 might set the defaultcontext for a page based on the type of the page. For example, thedefault context for a page of type “Business” could be set to includethe type “Product,” reflecting that selectors on business pages aretypically used to find products. However, for a selector on a businesspage intended to be used to identify store locations in given cities,the selector context learning module 260 could change the context toinstead include the type “Location,” based on user selections ofLocation objects initially displayed towards the bottom of the resultset. As another example, the selector context learning module 260 mightnot completely change the type associated with a selector, but merelyrefine it to a sub-type, such as changing “Toy” to “Video game”, asdiscussed above.

Once a particular selector 219 has an associated context—e.g., due tothe selector context learning module 260 learning the context—theselector can apply that context to display more useful search results tousers. FIG. 5 is a flowchart depicting the operations performed by aselector 219 in response to a search for objects, according to oneembodiment. The selector 219 receives 510 input and identifies 520 aresult set of objects matching that input, as described above withrespect to operations 410-420 of FIG. 4. The selector 219 thenidentifies 530 the types of the objects in the result set, as describedabove with respect operations 440. The selector 219 also identifies 540the type or types that make up the context associated with the selector,e.g., as learned by the selector context learning module 260.

A selector 219 can modify 550 the result set based on the selectorcontext in different manners in different embodiments. In oneembodiment, a selector 219 filters out—from the result set of objectsthat match the search characters entered into the selector—any objectshaving a type that does not match any type within the selector context.(In embodiments such as that of FIG. 3, where the types are arrangedhierarchically into super types and subtypes, the type of an object issaid to match a type within the selector context if the object type isthe same as, or a subtype of, the type within the selector context. Forexample, the object type “Restaurant” in FIG. 3 would match the selectorcontext type “Business” because “Restaurant” is a subtype of“Business.”)

In other embodiments, a selector 219 does not filter out result setobjects with types not matching the selector context, but rather adjustsranking scores of the objects. For example, a selector 219 couldpenalize an object by some predetermined amount or percentage forlacking a matching type. This causes objects without matching types totend to be ranked lower in the result set than they would be if selectorcontext were not taken into account. In another embodiment, objectswithout matching types are assigned to a secondary group of objects,none of which are displayed earlier in the result set than any of thedisplayed objects with matching types. Thus, for example, the celebrity“Ray Allend” of FIG. 1A, although not of type “Toy,” is still shownwithin the result set, but is displayed after every one of the fourobjects that are of type “Toy.” Either of these approaches allowsimportant objects of other types to continue to be displayed, providingthe user with other possible options while still prominently displayingthe objects expected to best match the search context. Providing otheroptions allows the context of the selector to be re-learned over time ifusers begin selecting objects of types different from those typicallyselected at an earlier date.

The selector 219 can also adjust ranking scores within those types thatare part of its context. For example, objects of the result set matchingthe primary associated type can be ranked more highly than thosematching a secondary associated type.

In one embodiment, the ranking scores of the objects are not calculatedsolely upon whether the object types match a type within the selectorcontext, but rather on how closely the types match. In one embodiment,the closeness of the match is determined by a shortest graph distancebetween the types in the type graph 221. For example, referring back toFIG. 3, if the context of a particular selector 219 had the typeObject.Page.Business.Restaurant.Japanese, and an object in the initialresult set (based only on a textual character match) were of typeObject.Page.Business.Restaurant.Italian, the closeness would reflect adistance of 2, i.e., the number of transitions to go from one node tothe closest common parent and thence to the other node.

Referring again to FIG. 2, in one embodiment the social networkingsystem 200 includes an externalization module 250 that allows thirdparty systems external to the social networking system to query thesocial networking system for objects of interest, e.g., via a selector219. Thus, the use of selectors 219 (for example) need not be confinedto the social networking system 200 itself; rather, any external website can create a customized search interface that leverages the data ofthe social networking system.

For example, in one embodiment the externalization module 250 providescode that a third party can include on the third party's web page, thecode causing creation of an iframe that loads a URL in the domain of thesocial networking system 200. The URL itself can include information(e.g., in key-value pairs) that the social networking system 200 can useto determine what content to render in the iframe. For example, whenrendering a selector 219 in an iframe, the URL for the iframe caninclude a selector identifier that tells the social networking system200 which particular selector to display, and the social network systemcan also learn the object type associated with the selector by trackingthe object types chosen via the selector having that identifier. Sincethe iframe is in the domain of the social networking system 200, thesocial networking system has access to the cookies of the user of thesocial networking system, e.g., for obtaining information such asusername. Thus, the social networking system can optionally access theuser's connections from the graph information store 220 and use them tomodify the results of queries entered via the selector, as describedabove. Referring to FIG. 1A, the selector 105 used to search for Toyobjects could be implemented as an iframe loading content from thedomain of the social networking system 200 and embedded in the web pageof an external third party web site focusing on toy sales, for example.In this example, the iframe might be specified by HTML code such as<iframesrc=“http://www.socialnet.com/objquery/id=1383922”></iframe>,specifying that the selector with ID 1383922 from the social network atwww.socialnet.com should be displayed.

The externalization module 250 may be implemented in other ways in otherembodiments, such as a web services-based API that explicitly makescalls to the social network system 200 for data matching certaincriteria, such as objects with given name prefixes and given objecttypes.

Application: Field Selection and Learning

Pages 215 may have associated fields 225, i.e., discrete portions ofdata describing aspects of the given page, such as an “hours” fieldspecifying the hours of operation of a business page, or a “menu” fieldspecifying the food served by the restaurant that is the subject of arestaurant page. In one embodiment, each of the various possible fieldsis represented as an object 225 in the object store 210, rather thanmerely as a snippet of text or other primitive data type, and is thusreferred to hereafter as a field object 225. Each field object 225 has acorresponding field type 303 in the type graph 221, such as the “Map,”“Hours,” “Telephone,” or “Menu” fields depicted in FIG. 3, and can haveone or more values representing the data for that field type (e.g., thetext “555-555-1234” for the “Telephone” field type).

The social networking system 200 can provide a page administrator userinterface that allows an administrator of the different pages 215 for anentity on the social networking system to specify the field objects 225or other information that should be on each page. Selectors 219 providean administrator with one way to quickly specify relevant types of fieldobjects 225 to be added to a page.

For example, FIG. 6 illustrates a sample page administrator userinterface 600 for a fictional bookstore, “Lib books.” A user has typedthe character ‘m’ into a selector 605 with a context having a primary(or only) associated type of “field.” Accordingly, the selector 605 hasdisplayed a result set 606 of Field objects 303 stored in the type graph221 that match the entered character ‘m’ (namely, a “Maps” field forproviding the user with a map to a location, a “Music list” field forlisting music genres, and a “Menu” field for listing types of food),filtering out (or assigning a low rank to) objects other than fieldtypes 303. The administrator can then select applicable types of fieldobjects 225 to add (e.g., a Maps field) to the administrator's pages onthe social networking system 200.

In one embodiment, the social networking system 200 additionallycomprises a field learning module 265 that identifies the field types303 selected by administrators for their pages 215 (e.g., via selectors119) and forms associations between those field types and pages.Specifically, the social networking system 200 comprises a set ofPage-Field associations 224 in the graph information store 220, eachsuch association relating a particular page type 302 (e.g., a page ofthe Business type 305) to a particular field type 303 having at leastsome threshold degree of association with that page type and henceconsidered to be appropriate for that page type. In one embodiment, thefield learning module 265 notes every time that an administrator adds aparticular field type 303 to a page of a type not already associatedwith that field type in the Page-Field associations 224. Then, after thefield type has been added to that page type a sufficient number of times(e.g., a minimum number, or a minimum percentage of the total pages ofthat type) to establish a threshold degree of association, the fieldlearning module 265 associates that field type 303 with that page type302 in the Page-Field associations 244.

For example, assume that when the Business page type 305 is firstcreated it has no association with the Telephone field type 306representing a telephone number of the business. However, after a numberof administrators have added the Telephone field type 306 to pages oftype Business (or to its subtypes, such as Restaurant), the fieldlearning module 265 creates the association 306A between the Businesspage type 305 and the Telephone field type 306.

The social networking system 200 can then apply the Page-Fieldassociations 224 to provide more useful options to administrators,including initiating an addition of a field of an appropriate field typeto a page not already having a field of that field type. In oneembodiment, the selectors 219 with the field type 303 in their contextscan adjust the rankings of the results based upon which field types areassociated with the page type in which the selectors are embedded.Specifically, the field types 303 that are associated with the type ofthe page to which the selector 219 corresponds can have their rankingsincreased, and the field types that are not associated with that pagetype can have their ranking decreased. For example, the Map field typein the search result 606 of FIG. 6 could be ranked more highly than theMusic list field type or the Menu field type because Map is a knownfield type of the Business page type 305 of FIG. 3, and the other twofields are not.

In one embodiment, the social networking system 200 can proactivelysuggest to an administrator of a page that the administrator addparticular fields that the Page-Field associations 224 list as beingassociated with pages of the given page type. For example, in FIG. 6,the user interface 600 provides links 610 suggesting that theadministrator add a phone number field and/or business hours field tothe pages for the “Lib books” business, since “Telephone” and “Hours”are field types known to be associated with pages of the Business type,as illustrated in the sample of FIG. 3.

Alternatively, the social networking system 200 can automatically addsuch fields, without requiring user permission. In one embodiment, aninstance of a field type is automatically added to a page where theassociation between the field type and the type of the page has at leastsome threshold degree of strength greater than that required to createan association between a page type and a field type in the Page-Fieldassociations 224. For example, in one embodiment the threshold degree ofstrength comprises some minimum number of pages of that page type (e.g.,1000) having an instance of that field, and some minimum percentage ofpages of that page type (e.g., 90%) having an instance of that field.When a field instance (e.g., a telephone number field) is automaticallyadded to a page, the social networking system 200 may then request thepage administrator to specify a value for the instance (e.g., a validtelephone number).

The foregoing description of the embodiments of the invention has beenpresented for the purpose of illustration; it is not intended to beexhaustive or to limit the invention to the precise forms disclosed.Persons skilled in the relevant art can appreciate that manymodifications and variations are possible in light of the abovedisclosure.

Some portions of this description describe the embodiments of theinvention in terms of algorithms and symbolic representations ofoperations on information. These algorithmic descriptions andrepresentations are commonly used by those skilled in the dataprocessing arts to convey the substance of their work effectively toothers skilled in the art. These operations, while describedfunctionally, computationally, or logically, are understood to beimplemented by computer programs or equivalent electrical circuits,microcode, or the like. Furthermore, it has also proven convenient attimes, to refer to these arrangements of operations as modules, withoutloss of generality. The described operations and their associatedmodules may be embodied in software, firmware, hardware, or anycombinations thereof.

Any of the steps, operations, or processes described herein may beperformed or implemented with one or more hardware or software modules,alone or in combination with other devices. In one embodiment, asoftware module is implemented with a computer program productcomprising a computer-readable medium containing computer program code,which can be executed by a computer processor for performing any or allof the steps, operations, or processes described.

Embodiments of the invention may also relate to an apparatus forperforming the operations herein. This apparatus may be speciallyconstructed for the required purposes, and/or it may comprise ageneral-purpose computing device selectively activated or reconfiguredby a computer program stored in the computer. Such a computer programmay be stored in a non-transitory, tangible computer readable storagemedium, or any type of media suitable for storing electronicinstructions, which may be coupled to a computer system bus.Furthermore, any computing systems referred to in the specification mayinclude a single processor or may be architectures employing multipleprocessor designs for increased computing capability.

Embodiments of the invention may also relate to a product that isproduced by a computing process described herein. Such a product maycomprise information resulting from a computing process, where theinformation is stored on a non-transitory, tangible computer readablestorage medium and may include any embodiment of a computer programproduct or other data combination described herein.

Finally, the language used in the specification has been principallyselected for readability and instructional purposes, and it may not havebeen selected to delineate or circumscribe the inventive subject matter.It is therefore intended that the scope of the invention be limited notby this detailed description, but rather by any claims that issue on anapplication based hereon. Accordingly, the disclosure of the embodimentsof the invention is intended to be illustrative, but not limiting, ofthe scope of the invention, which is set forth in the following claims.

What is claimed is:
 1. A computer-implemented method comprising:providing, to a client device, a graphical user interface simultaneouslyincluding a first selector and a second selector, the first selectorbeing a graphical component of the graphical user interface and beingassociated with a first object type based on object types of objectsfrom a plurality of prior selections made by a plurality of differentusers within result sets of the first selector, the second selectorbeing a graphical component of the graphical user interface and beingassociated with a second object type different from the first objecttype based on object types of objects from a plurality of priorselections made by a plurality of different users within result sets ofthe second selector; receiving a query that was entered into the firstselector on the client device by a user of an online system, the firstobject type having been associated with the first selector before thequery was received; forming a result set by identifying objects matchingthe query, one or more of the objects being associated with an objecttype; modifying the result set based at least in part on: comparisons ofthe first object type associated with the first selector with the objecttypes of the objects in the result set, and connections of the user onthe online system; and providing a plurality of the objects of theresult set to the client device for display in visual association withthe first selector in the graphical user interface, wherein the providedplurality of objects comprise at least two different object types. 2.The computer-implemented method of claim 1, further comprising:providing, to the client device, a second graphical user interfaceembedded in a second web page associated with a different context thanthe graphical user interface, wherein the second graphical userinterface includes a second selector, the second selector being agraphical component of the second graphical user interface and beingassociated with a second object type different from the object typebased on object types of objects from a plurality of prior selectionsmade by a plurality of different users within result sets of the secondselector, wherein the result set of the second selector is based on thesecond object type.
 3. A computer-implemented method comprising:providing, to a client device, a graphical user interface including aselector, the selector associated with an object type based on objecttypes of objects from a plurality of prior user selections made by aplurality of different users within result sets of the selector;receiving a query that was entered into the selector on the clientdevice by a user of an online system, the object type associated withthe selector before the query is received; forming a result set byidentifying objects matching the query, one or more of the objectsassociated with an object type; modifying the result set based at leastin part on: comparisons of the object type associated with the selectorwith the object types of the objects in the result set, and connectionsof the user on the online system; and providing one or more objects ofthe result set to the client device for display in visual associationwith the selector in the graphical user interface.
 4. Thecomputer-implemented method of claim 3, further comprising: receiving aplurality of selections of objects from a plurality of users using theselector; determining one or more types associated with the selectedobjects; and determining that the object type is associated with theselector based on the determined types associated with the selectedobjects.
 5. The computer-implemented method of claim 4, whereindetermining a type associated with the selector comprises: identifying atype most frequently associated with the selected objects; and addingthe most frequent type as the object type associated with the selector.6. The computer-implemented method of claim 3, wherein modifying theresult set comprises removing, from the result set, objects with typesnot matching the object type of the selector.
 7. Thecomputer-implemented method of claim 3, wherein modifying the result setcomprises ranking the objects in the result set based at least in parton whether the object type associated with the objects match the objecttype associated with the selector.
 8. The computer-implemented method ofclaim 7, wherein the object type associated with the selector and thetypes of the objects matching the query are nodes of a type graph, themethod further comprising: determining distances in the type graphbetween the object type associated with the selector and the types ofthe objects matching the query; and determining the ranking of theobjects based on the determined distances.
 9. The computer-implementedmethod of claim 8, wherein modifying the result set comprises ranking afirst one of the objects matching the query more highly than a secondone of the objects matching the query, responsive to the first one ofthe objects having a type matching the object type associated with theselector and the second one of the objects not having a type matchingthe object type of the selector.
 10. The computer-implemented method ofclaim 3, wherein the user interface is for a page, and the userinterface includes a plurality of selectors, at least two selectors ofthe plurality of selectors associated with different object types. 11.The computer-implemented method of claim 3, further comprising receivinga selection of one of the objects of the result set from the user. 12.The computer-implemented method of claim 3, wherein modifying the resultset based at least in part on connections of the user on the onlinesystem is based at least in part on a connection between the user andanother user.
 13. The computer-implemented method of claim 3, whereinmodifying the result set based at least in part on connections of theuser on the online system is based at least in part on a connectionbetween the user and a page on the online system.
 14. Thecomputer-implemented method of claim 3, wherein modifying the result setbased at least in part on connections of the user on the online systemis based at least in part on a connection between the user and a mediaitem on the online system.
 15. The computer-implemented method of claim3, wherein modifying the result set based at least in part onconnections of the user on the online system is based at least in parton a connection between the user and an application hosted on the onlinesystem.
 16. The computer-implemented method of claim 3, whereinmodifying the result set based at least in part on connections of theuser on the online system is based at least in part on a connectionbetween the user and a group defined by the online system.
 17. Thecomputer-implemented method of claim 3, wherein the user interface thatincludes the selector is a web page of a third party site external tothe online system.
 18. A non-transitory computer-readable storage mediumstoring executable computer program instructions comprising:instructions for providing, to a client device, a graphical userinterface including a selector, the selector associated with an objecttype based on object types of objects from a plurality of prior userselections made by a plurality of different users within result sets ofthe selector; instructions for receiving a query that was entered intothe selector on the client device, the object type associated with theselector before the query is received; instructions for forming a resultset by identifying objects matching the query, one or more of theobjects associated with an object type; instructions for modifying theresult set based at least in part on comparisons of the object typeassociated with the selector with the object types of the objects in theresult set; and instructions for providing one or more objects of theresult set to the client device for display in visual association withthe selector in the graphical user interface.
 19. The non-transitorycomputer-readable storage medium of claim 18, further comprising:instructions for receiving a plurality of selections of objects from aplurality of users using the selector; instructions for determining oneor more types associated with the selected objects; and instructions fordetermining a type associated with the selector based on the typesassociated with the selected objects.
 20. The non-transitorycomputer-readable storage medium of claim 18, wherein the user interfaceis for a page, and the user interface includes a plurality of selectors,at least two selectors of the plurality of selectors associated withdifferent object types.
 21. A non-transitory computer-readable storagemedium storing executable instructions, the instructions when executedby a computer processor performing actions comprising: providing, to aclient device, a graphical user interface simultaneously including afirst selector and a second selector, the first selector being agraphical component of the graphical user interface and being associatedwith a first object type based on object types of objects from aplurality of prior selections made by a plurality of different userswithin result sets of the first selector, the second selector being agraphical component of the graphical user interface and being associatedwith a second object type different from the first object type based onobject types of objects from a plurality of prior selections made by aplurality of different users within result sets of the second selector;receiving a query that was entered into the first selector on the clientdevice by a user of an online system, the first object type having beenassociated with the first selector before the query was received;forming a result set by identifying objects matching the query, one ormore of the objects being associated with an object type; modifying theresult set based at least in part on: comparisons of the first objecttype associated with the first selector with the object types of theobjects in the result set, and connections of the user on the onlinesystem; and providing a plurality of the objects of the result set tothe client device for display in visual association with the firstselector in the graphical user interface, wherein the provided pluralityof objects comprise at least two different object types.